fix:用户画像修复

agent/advisor_agent/memory.py

@@ -17,11 +17,22 @@ class EmptyMemoryProvider:
 
 
 class MemoryServiceProvider:
-    """将现有 MemoryService 的统一上下文转换为投顾侧记忆列表。"""
+    """将现有 MemoryService 的统一上下文转换为投顾侧记忆列表。
 
-    def __init__(self, memory_service, *, session_prefix: str = "advisor-agent"):
+    投顾推荐场景**需要**长期记忆（偏好标签、投资目标），因此显式开启
+    ``include_long_term=True``。客服 Agent 走默认值 False，不重复召回。
+    """
+
+    def __init__(
+        self,
+        memory_service,
+        *,
+        session_prefix: str = "advisor-agent",
+        include_long_term: bool = True,
+    ):
         self.memory_service = memory_service
         self.session_prefix = session_prefix
+        self.include_long_term = include_long_term
         self.last_warnings: list[str] = []
 
     async def recall(self, *, customer_id: int, query: str) -> list[dict]:
@@ -31,6 +42,7 @@ class MemoryServiceProvider:
                 customer_id=customer_id,
                 session_id=f"{self.session_prefix}:{customer_id}",
                 query=query,
+                include_long_term=self.include_long_term,
             )
         except Exception as exc:
             self.last_warnings = [f"advisor_memory_recall_failed:{type(exc).__name__}"]